Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60740	TPA	Omar Perez	1976-02-05	—	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-125379	ENR	Crhistina Foster	1940-05-04	UHC-20894-63	6903074633	1579 Church St, Plano, TX, 75052	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130553	ENR	Hannah Z Yang	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134932	ENR	Janet Delgado	1978-07-16	UHC-23589-50	9608319418	2078 Willow Ct, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415155	CLM	Amber Burke	1994-03-09	UHC-16041-55	8909274970	8073 Sunset Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402932	CLM	Sarah Reed	1980-11-17	—	4288826213	6096 Hillcrest Rd Apt 32, Tempe, AZ, 85242	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-427249	CLM	Joshua Rose	1961-09-22	—	7095299155	7769 Ridge Rd, Minneapolis, MN, 55456	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58997	TPA	Maria Romero	1964-03-15	—	—	4347 Willow Ct, Dallas, TX, 75275	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133034	ENR	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	8892 Willow Ct, Mesa, AZ, 85204	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27572	PRV	Kathleen Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104728	ENR	Emily V Le	1997-12-09	UHC-71304-15	9219277847	7478 Oak St, Minneapolis, MN, 55479	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135734	ENR	Ahmed D Carter	1994-10-16	UHC-42546-68	5245089289	5512 Sunset Blvd, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24153	PRV	Bradley Arnold	1957-01-14	—	—	525 Lake View Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137784	ENR	Ryan Washington	1986-04-02	UHC-71334-44	4432045515	7264 Lincoln Way, Glendale, AZ, 85361	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110795	ENR	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave # 558, Columbus, OH, 43248	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27852	PRV	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105560	ENR	Terry N Gray	1939-08-14	UHC-40056-35	6637867528	1181 Apache Blvd, Plano, TX, 75083	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113073	ENR	Gary Y Stewart	1986-08-02	UHC-91173-07	7799408466	4298 Main St Apt 27, Columbus, OH, 43209	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54843	TPA	Tom Z Berry	1992-07-25	—	8885793983	1895 Hillcrest Rd, San Diego, CA, 92146	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131544	ENR	Ana Harper	1978-05-11	UHC-01916-90	3689181999	3484 Ocean Ave, San Diego, CA, 92194	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411637	CLM	Susan E Coleman	1952-10-13	UHC-57625-86	3484770801	355 Mountain View Dr, Tempe, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113754	ENR	Cheryl Collins	1992-04-14	UHC-48515-83	4783251355	7644 Washington St, Phoenix, AZ, 85021	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140230	ENR	Julie S Miller	1955-10-16	UHC-57553-35	3925727898	2515 Elm St, Tucson, AZ, 85770	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401661	CLM	Christina Sandoval	1983-12-28	—	6713807910	257 Meadow Ln, Fresno, CA, 93762	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412652	CLM	Evelyn I Stewart	1997-03-04	UHC-37643-23	—	8320 Union St, Atlanta, GA, 30332	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-421132	CLM	Hannah Hoffman	1951-10-12	UHC-41519-61	6418214518	2300 Elm St Apt 40, Orlando, FL, 32879	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105566	ENR	Austin Williamson	1994-05-28	UHC-58117-31	3649752513	6313 Bayshore Dr, Tempe, AZ, 85292	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28616	PRV	Andrew Brown	1975-10-17	—	6199336966	7476 Apache Blvd # 576, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-115414	ENR	Wei R Robinson	—	UHC-00977-64	2025315396	5506 Desert Sky Blvd, Los Angeles, CA, 90005	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
PRV-25208	PRV	Fatima Daniels	2007-06-08	—	6599382100	500 Desert Sky Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409707	CLM	Joshua Smith	1948-04-04	UHC-43885-01	—	7868 Bayshore Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134071	ENR	Jonathan W Kim	1958-06-08	UHC-82911-62	4723140887	791 Maple Ave, Plano, TX, 75077	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-62464	TPA	Adam Obrien	1982-04-02	—	—	4314 Sunset Blvd, Chandler, AZ, 85208	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-103905	ENR	Nancy S Vazquez	1967-08-27	UHC-61543-39	6555146171	4030 Maple Ave # 773, Scottsdale, AZ, 85207	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-421090	CLM	Davd Butler	2004-12-28	—	—	2061 Lake View Rd, Mesa, AZ, 85277	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117431	ENR	Gabriel Garcia	1949-10-24	UHC-95145-59	3817068853	6830 Jefferson Ave, Glendale, AZ, 85388	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432169	CLM	Logan Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115210	ENR	Samantha Simmons	1997-02-10	UHC-59590-89	6204684948	1931 Mesa Dr, Glendale, AZ, 85369	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-104081	ENR	Andrea K Jimenez	1972-03-10	UHC-34741-89	5235113994	6052 Jefferson Ave, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429942	CLM	Patrick Sanders	2005-09-06	UHC-58486-46	3583540598	4835 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121734	ENR	Noah K Mills	1984-02-01	UHC-03923-92	—	9545 River Rd, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411821	CLM	Vincent Jones	1975-09-01	UHC-15101-05	—	3540 Jefferson Ave, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406421	CLM	Christine N Reid	1967-02-20	—	7872063129	7201 Ridge Rd, Jacksonville, FL, 32280	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136400	ENR	Raymond D Black	1939-11-09	UHC-39408-66	8799405782	1444 Sage Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115236	ENR	Diane K Gomez	1967-12-20	UHC-59811-53	2844914092	86 Mountain View Dr Apt 6, Glendale, AZ, 85379	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-428736	CLM	Pamela Cooper	1993-04-16	UHC-38311-79	5995635429	7204 Indian School Rd Apt 29, Miami, FL, 33107	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
CLM-430077	CLM	Joyce Hughes	1975-01-28	UHC-03319-12	—	4430 Park Pl, Atlanta, GA, 30309	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132951	ENR	Stephanie K Ramos	1977-02-18	UHC-12597-01	—	282 Highland Ave, Tampa, FL, 33605	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
TPA-54240	TPA	Brryan Martinez	2008-10-21	—	8102198850	4682 Washington St, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417614	CLM	Christopher Johnson	1986-12-21	UHC-69482-09	—	2472 Highland Ave, Mesa, AZ, 85246	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

32,400 rows, page 90 of 648Previous Next